Spatiotemporal Prediction on SEVIR Regional
0.405RMSEOMNIFLOW
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OMNIFLOWCategory=Proposed, Training Strategy=Training-free2026.03 | 0.405 | 88.2 | 31.5 | |
| EarthFarseerCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 0.437 | 84.2 | 30.15 | |
| PastNetCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 0.472 | 82.1 | 29.33 | |
| TAUCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 0.512 | 81.2 | 28.55 | |
| LSMCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 0.531 | 80.4 | 28.12 | |
| FNOCategory=Sci-ML, Training Strategy=End-to-end2026.03 | 0.554 | 79.5 | 27.88 | |
| SimVPCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 0.582 | 78.8 | 27.22 | |
| EarthformerCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 0.608 | 77.2 | 26.9 | |
| PredRNNCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 0.621 | 76.5 | 26.45 | |
| ConvLSTMCategory=S-T Predict, Training Strategy=End-to-end2026.03 | 0.685 | 72.1 | 25.21 | |
| SwinT-BaseCategory=Vision, Training Strategy=End-to-end2026.03 | 0.712 | 73.3 | 25.1 | |
| UNetCategory=Vision, Training Strategy=End-to-end2026.03 | 0.754 | 71.2 | 24.55 | |
| ViT-BaseCategory=Vision, Training Strategy=End-to-end2026.03 | 0.812 | 69.8 | 23.9 | |
| ResNetCategory=Vision, Training Strategy=End-to-end2026.03 | 0.882 | 65.5 | 23.12 | |
| OMNIFLOWZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 52.45 | 71.2 | 13.82 | |
| Seedream 4.5Zero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 90.4 | 31.2 | 9.92 | |
| ChatGPT-ImagesZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 101.3 | 20.5 | 9.15 | |
| Banana ProZero-shot=true, Evaluation Space=PNG pixel space (0-255)2026.03 | 108.6 | 16.5 | 8.4 |